Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 511457 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 70.2 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 6 |
ON_NET has constant value "27.0" | Constant |
ORANGE has constant value "29.0" | Constant |
TIGO has constant value "6.0" | Constant |
MRG has constant value "0" | Constant |
FREQ_TOP_PACK has constant value "5.0" | Constant |
ARPU_SEGMENT is highly overall correlated with FREQUENCE and 1 other fields | High correlation |
FREQUENCE is highly overall correlated with ARPU_SEGMENT and 1 other fields | High correlation |
FREQUENCE_RECH is highly overall correlated with MONTANT | High correlation |
MONTANT is highly overall correlated with FREQUENCE_RECH | High correlation |
REVENUE is highly overall correlated with ARPU_SEGMENT and 1 other fields | High correlation |
TOP_PACK is highly skewed (γ1 = 73.61180278) | Skewed |
user_id has unique values | Unique |
REGION has 464072 (90.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-28 11:56:30.791118 |
|---|---|
| Analysis finished | 2025-07-28 11:57:03.655953 |
| Duration | 32.86 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
user_id
Real number (ℝ)
Unique 
| Distinct | 511457 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1075925 |
| Minimum | 1 |
|---|---|
| Maximum | 2154045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 107304.8 |
| Q1 | 538252 |
| median | 1074663 |
| Q3 | 1613435 |
| 95-th percentile | 2045543.2 |
| Maximum | 2154045 |
| Range | 2154044 |
| Interquartile range (IQR) | 1075183 |
Descriptive statistics
| Standard deviation | 621569.56 |
|---|---|
| Coefficient of variation (CV) | 0.57770713 |
| Kurtosis | -1.198197 |
| Mean | 1075925 |
| Median Absolute Deviation (MAD) | 537594 |
| Skewness | 0.0015387196 |
| Sum | 5.5028939 × 1011 |
| Variance | 3.8634871 × 1011 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2154045 | 1 | < 0.1% |
| 2154002 | 1 | < 0.1% |
| 2153996 | 1 | < 0.1% |
| 2153994 | 1 | < 0.1% |
| 2153990 | 1 | < 0.1% |
| 2153987 | 1 | < 0.1% |
| 2153982 | 1 | < 0.1% |
| 2153980 | 1 | < 0.1% |
| 2153974 | 1 | < 0.1% |
| 2153970 | 1 | < 0.1% |
| Other values (511447) | 511447 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 6 | 1 | |
| 10 | 1 | |
| 12 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 35 | 1 | |
| 46 | 1 | |
| 51 | 1 |
| Value | Count | Frequency (%) |
| 2154045 | 1 | |
| 2154043 | 1 | |
| 2154041 | 1 | |
| 2154034 | 1 | |
| 2154033 | 1 | |
| 2154032 | 1 | |
| 2154029 | 1 | |
| 2154028 | 1 | |
| 2154027 | 1 | |
| 2154024 | 1 |
REGION
Real number (ℝ)
Zeros 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.68073758 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 464072 |
| Zeros (%) | 90.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 7 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.4493177 |
|---|---|
| Coefficient of variation (CV) | 3.5980351 |
| Kurtosis | 13.154023 |
| Mean | 0.68073758 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7606817 |
| Sum | 348168 |
| Variance | 5.9991572 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 464072 | |
| 12 | 10593 | 2.1% |
| 4 | 6759 | 1.3% |
| 9 | 6105 | 1.2% |
| 1 | 5597 | 1.1% |
| 7 | 5407 | 1.1% |
| 11 | 2730 | 0.5% |
| 3 | 2055 | 0.4% |
| 6 | 1971 | 0.4% |
| 2 | 1934 | 0.4% |
| Other values (4) | 4234 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 464072 | |
| 1 | 5597 | 1.1% |
| 2 | 1934 | 0.4% |
| 3 | 2055 | 0.4% |
| 4 | 6759 | 1.3% |
| 5 | 121 | < 0.1% |
| 6 | 1971 | 0.4% |
| 7 | 5407 | 1.1% |
| 8 | 1887 | 0.4% |
| 9 | 6105 | 1.2% |
| Value | Count | Frequency (%) |
| 13 | 1925 | 0.4% |
| 12 | 10593 | |
| 11 | 2730 | 0.5% |
| 10 | 301 | 0.1% |
| 9 | 6105 | |
| 8 | 1887 | 0.4% |
| 7 | 5407 | |
| 6 | 1971 | 0.4% |
| 5 | 121 | < 0.1% |
| 4 | 6759 |
TENURE
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8109538 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 65 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 7 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.75022196 |
|---|---|
| Coefficient of variation (CV) | 0.11014932 |
| Kurtosis | 19.616014 |
| Mean | 6.8109538 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.3517824 |
| Sum | 3483510 |
| Variance | 0.562833 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 475499 | |
| 5 | 15063 | 2.9% |
| 4 | 8671 | 1.7% |
| 3 | 5456 | 1.1% |
| 6 | 3874 | 0.8% |
| 2 | 2577 | 0.5% |
| 1 | 252 | < 0.1% |
| 0 | 65 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 65 | < 0.1% |
| 1 | 252 | < 0.1% |
| 2 | 2577 | 0.5% |
| 3 | 5456 | 1.1% |
| 4 | 8671 | 1.7% |
| 5 | 15063 | 2.9% |
| 6 | 3874 | 0.8% |
| 7 | 475499 |
| Value | Count | Frequency (%) |
| 7 | 475499 | |
| 6 | 3874 | 0.8% |
| 5 | 15063 | 2.9% |
| 4 | 8671 | 1.7% |
| 3 | 5456 | 1.1% |
| 2 | 2577 | 0.5% |
| 1 | 252 | < 0.1% |
| 0 | 65 | < 0.1% |
MONTANT
Real number (ℝ)
High correlation 
| Distinct | 113 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2892.0844 |
| Minimum | 20 |
|---|---|
| Maximum | 8100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 3000 |
| median | 3000 |
| Q3 | 3000 |
| 95-th percentile | 3000 |
| Maximum | 8100 |
| Range | 8080 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 530.88017 |
|---|---|
| Coefficient of variation (CV) | 0.18356316 |
| Kurtosis | 20.092572 |
| Mean | 2892.0844 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.5812686 |
| Sum | 1.4791768 × 109 |
| Variance | 281833.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 490071 | |
| 200 | 5912 | 1.2% |
| 500 | 5801 | 1.1% |
| 100 | 4057 | 0.8% |
| 250 | 1284 | 0.3% |
| 1000 | 1209 | 0.2% |
| 300 | 913 | 0.2% |
| 400 | 327 | 0.1% |
| 150 | 315 | 0.1% |
| 600 | 306 | 0.1% |
| Other values (103) | 1262 | 0.2% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 50 | 108 | < 0.1% |
| 100 | 4057 | |
| 125 | 1 | < 0.1% |
| 130 | 1 | < 0.1% |
| 150 | 315 | 0.1% |
| 195 | 1 | < 0.1% |
| 200 | 5912 | |
| 210 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8100 | 1 | < 0.1% |
| 8000 | 1 | < 0.1% |
| 7750 | 1 | < 0.1% |
| 7700 | 1 | < 0.1% |
| 7500 | 3 | |
| 7200 | 1 | < 0.1% |
| 7000 | 2 | |
| 6850 | 2 | |
| 6600 | 1 | < 0.1% |
| 6000 | 3 |
FREQUENCE_RECH
Real number (ℝ)
High correlation 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7524269 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.1867503 |
|---|---|
| Coefficient of variation (CV) | 0.17575168 |
| Kurtosis | 19.186098 |
| Mean | 6.7524269 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.5977819 |
| Sum | 3453576 |
| Variance | 1.4083764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 490023 | |
| 1 | 19982 | 3.9% |
| 2 | 1150 | 0.2% |
| 3 | 176 | < 0.1% |
| 4 | 63 | < 0.1% |
| 5 | 38 | < 0.1% |
| 6 | 20 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 19982 | 3.9% |
| 2 | 1150 | 0.2% |
| 3 | 176 | < 0.1% |
| 4 | 63 | < 0.1% |
| 5 | 38 | < 0.1% |
| 6 | 20 | < 0.1% |
| 7 | 490023 | |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 490023 | |
| 6 | 20 | < 0.1% |
| 5 | 38 | < 0.1% |
| 4 | 63 | < 0.1% |
| 3 | 176 | < 0.1% |
| 2 | 1150 | 0.2% |
| 1 | 19982 | 3.9% |
REVENUE
Real number (ℝ)
High correlation 
| Distinct | 842 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2866.2131 |
| Minimum | 1 |
|---|---|
| Maximum | 5680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 3000 |
| median | 3000 |
| Q3 | 3000 |
| 95-th percentile | 3000 |
| Maximum | 5680 |
| Range | 5679 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 611.69683 |
|---|---|
| Coefficient of variation (CV) | 0.21341638 |
| Kurtosis | 17.030692 |
| Mean | 2866.2131 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.3474669 |
| Sum | 1.4659448 × 109 |
| Variance | 374173.01 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 487778 | |
| 1 | 1989 | 0.4% |
| 20 | 1434 | 0.3% |
| 2 | 1363 | 0.3% |
| 4 | 1105 | 0.2% |
| 10 | 1096 | 0.2% |
| 100 | 885 | 0.2% |
| 11 | 755 | 0.1% |
| 200 | 740 | 0.1% |
| 8 | 706 | 0.1% |
| Other values (832) | 13606 | 2.7% |
| Value | Count | Frequency (%) |
| 1 | 1989 | |
| 2 | 1363 | |
| 3 | 27 | < 0.1% |
| 4 | 1105 | |
| 5 | 27 | < 0.1% |
| 6 | 611 | 0.1% |
| 7 | 338 | 0.1% |
| 8 | 706 | 0.1% |
| 9 | 664 | 0.1% |
| 10 | 1096 |
| Value | Count | Frequency (%) |
| 5680 | 1 | < 0.1% |
| 5649 | 1 | < 0.1% |
| 5502 | 1 | < 0.1% |
| 5498 | 1 | < 0.1% |
| 5410 | 1 | < 0.1% |
| 5399 | 1 | < 0.1% |
| 5350 | 6 | |
| 5338 | 1 | < 0.1% |
| 5300 | 9 | |
| 5279 | 1 | < 0.1% |
ARPU_SEGMENT
Real number (ℝ)
High correlation 
| Distinct | 463 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 955.40397 |
| Minimum | 0 |
|---|---|
| Maximum | 1893 |
| Zeros | 1989 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1000 |
| median | 1000 |
| Q3 | 1000 |
| 95-th percentile | 1000 |
| Maximum | 1893 |
| Range | 1893 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 203.90096 |
|---|---|
| Coefficient of variation (CV) | 0.21341858 |
| Kurtosis | 17.030819 |
| Mean | 955.40397 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.3474771 |
| Sum | 4.8864805 × 108 |
| Variance | 41575.602 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 487781 | |
| 1 | 2495 | 0.5% |
| 3 | 2466 | 0.5% |
| 0 | 1989 | 0.4% |
| 7 | 1830 | 0.4% |
| 4 | 1593 | 0.3% |
| 5 | 1138 | 0.2% |
| 33 | 1001 | 0.2% |
| 2 | 976 | 0.2% |
| 67 | 797 | 0.2% |
| Other values (453) | 9391 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 2495 | |
| 2 | 976 | 0.2% |
| 3 | 2466 | |
| 4 | 1593 | |
| 5 | 1138 | |
| 6 | 706 | 0.1% |
| 7 | 1830 | |
| 8 | 382 | 0.1% |
| 9 | 616 | 0.1% |
| Value | Count | Frequency (%) |
| 1893 | 1 | < 0.1% |
| 1883 | 1 | < 0.1% |
| 1834 | 1 | < 0.1% |
| 1833 | 1 | < 0.1% |
| 1803 | 1 | < 0.1% |
| 1800 | 1 | < 0.1% |
| 1783 | 6 | |
| 1779 | 1 | < 0.1% |
| 1767 | 9 | |
| 1760 | 1 | < 0.1% |
FREQUENCE
Real number (ℝ)
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6525417 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 9 |
| median | 9 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.6030191 |
|---|---|
| Coefficient of variation (CV) | 0.18526568 |
| Kurtosis | 17.728371 |
| Mean | 8.6525417 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.4195104 |
| Sum | 4425403 |
| Variance | 2.5696701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 487820 | |
| 1 | 18197 | 3.6% |
| 2 | 3227 | 0.6% |
| 3 | 907 | 0.2% |
| 4 | 520 | 0.1% |
| 5 | 298 | 0.1% |
| 6 | 129 | < 0.1% |
| 10 | 125 | < 0.1% |
| 7 | 113 | < 0.1% |
| 8 | 59 | < 0.1% |
| Other values (6) | 62 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 18197 | 3.6% |
| 2 | 3227 | 0.6% |
| 3 | 907 | 0.2% |
| 4 | 520 | 0.1% |
| 5 | 298 | 0.1% |
| 6 | 129 | < 0.1% |
| 7 | 113 | < 0.1% |
| 8 | 59 | < 0.1% |
| 9 | 487820 | |
| 10 | 125 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 7 | < 0.1% |
| 15 | 6 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 8 | < 0.1% |
| 12 | 19 | < 0.1% |
| 11 | 16 | < 0.1% |
| 10 | 125 | < 0.1% |
| 9 | 487820 | |
| 8 | 59 | < 0.1% |
| 7 | 113 | < 0.1% |
DATA_VOLUME
Real number (ℝ)
| Distinct | 161 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 256.88412 |
| Minimum | 157 |
|---|---|
| Maximum | 317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 157 |
|---|---|
| 5-th percentile | 257 |
| Q1 | 257 |
| median | 257 |
| Q3 | 257 |
| 95-th percentile | 257 |
| Maximum | 317 |
| Range | 160 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.5054862 |
|---|---|
| Coefficient of variation (CV) | 0.013646177 |
| Kurtosis | 463.20091 |
| Mean | 256.88412 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -17.434749 |
| Sum | 1.3138518 × 108 |
| Variance | 12.288434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 257 | 509358 | |
| 159 | 25 | < 0.1% |
| 172 | 23 | < 0.1% |
| 168 | 23 | < 0.1% |
| 310 | 23 | < 0.1% |
| 192 | 22 | < 0.1% |
| 187 | 21 | < 0.1% |
| 160 | 21 | < 0.1% |
| 209 | 21 | < 0.1% |
| 190 | 21 | < 0.1% |
| Other values (151) | 1899 | 0.4% |
| Value | Count | Frequency (%) |
| 157 | 11 | |
| 158 | 18 | |
| 159 | 25 | |
| 160 | 21 | |
| 161 | 15 | |
| 162 | 17 | |
| 163 | 20 | |
| 164 | 17 | |
| 165 | 11 | |
| 166 | 19 |
| Value | Count | Frequency (%) |
| 317 | 9 | < 0.1% |
| 316 | 12 | |
| 315 | 8 | < 0.1% |
| 314 | 16 | |
| 313 | 6 | < 0.1% |
| 312 | 7 | < 0.1% |
| 311 | 11 | |
| 310 | 23 | |
| 309 | 10 | |
| 308 | 17 |
ON_NET
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 MiB |
| 27.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 27.0 |
|---|---|
| 2nd row | 27.0 |
| 3rd row | 27.0 |
| 4th row | 27.0 |
| 5th row | 27.0 |
Common Values
| Value | Count | Frequency (%) |
| 27.0 | 511457 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 27.0 | 511457 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 7 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1534371 | |
| Other Punctuation | 511457 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 7 | 511457 | |
| 0 | 511457 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 511457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2045828 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 7 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2045828 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 7 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
ORANGE
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 MiB |
| 29.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 29.0 |
|---|---|
| 2nd row | 29.0 |
| 3rd row | 29.0 |
| 4th row | 29.0 |
| 5th row | 29.0 |
Common Values
| Value | Count | Frequency (%) |
| 29.0 | 511457 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 29.0 | 511457 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 9 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1534371 | |
| Other Punctuation | 511457 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 9 | 511457 | |
| 0 | 511457 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 511457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2045828 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 9 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2045828 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 511457 | |
| 9 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
TIGO
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 MiB |
| 6.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 6.0 |
|---|---|
| 2nd row | 6.0 |
| 3rd row | 6.0 |
| 4th row | 6.0 |
| 5th row | 6.0 |
Common Values
| Value | Count | Frequency (%) |
| 6.0 | 511457 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 6.0 | 511457 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1022914 | |
| Other Punctuation | 511457 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 511457 | |
| 0 | 511457 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 511457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1534371 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1534371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 511457 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 511457 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 511457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 511457 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 511457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 511457 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 511457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 511457 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 511457 |
REGULARITY
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8260851 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 12 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.5348028 |
|---|---|
| Coefficient of variation (CV) | 0.92386937 |
| Kurtosis | 1.7636715 |
| Mean | 3.8260851 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.5451319 |
| Sum | 1956878 |
| Variance | 12.494831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 169305 | |
| 2 | 92381 | |
| 3 | 59041 | 11.5% |
| 4 | 41646 | 8.1% |
| 5 | 30946 | 6.1% |
| 6 | 23814 | 4.7% |
| 7 | 18788 | 3.7% |
| 8 | 15156 | 3.0% |
| 9 | 12297 | 2.4% |
| 10 | 10327 | 2.0% |
| Other values (6) | 37756 | 7.4% |
| Value | Count | Frequency (%) |
| 1 | 169305 | |
| 2 | 92381 | |
| 3 | 59041 | 11.5% |
| 4 | 41646 | 8.1% |
| 5 | 30946 | 6.1% |
| 6 | 23814 | 4.7% |
| 7 | 18788 | 3.7% |
| 8 | 15156 | 3.0% |
| 9 | 12297 | 2.4% |
| 10 | 10327 | 2.0% |
| Value | Count | Frequency (%) |
| 16 | 4387 | 0.9% |
| 15 | 4971 | 1.0% |
| 14 | 5707 | 1.1% |
| 13 | 6523 | 1.3% |
| 12 | 7481 | 1.5% |
| 11 | 8687 | |
| 10 | 10327 | |
| 9 | 12297 | |
| 8 | 15156 | |
| 7 | 18788 |
TOP_PACK
Real number (ℝ)
Skewed 
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.020148 |
| Minimum | 18 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 18 |
| median | 18 |
| Q3 | 18 |
| 95-th percentile | 18 |
| Maximum | 132 |
| Range | 114 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3907251 |
|---|---|
| Coefficient of variation (CV) | 0.077176118 |
| Kurtosis | 5511.7071 |
| Mean | 18.020148 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.611803 |
| Sum | 9216531 |
| Variance | 1.9341163 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 511311 | |
| 123 | 59 | < 0.1% |
| 30 | 37 | < 0.1% |
| 126 | 18 | < 0.1% |
| 77 | 13 | < 0.1% |
| 31 | 6 | < 0.1% |
| 125 | 4 | < 0.1% |
| 40 | 3 | < 0.1% |
| 44 | 2 | < 0.1% |
| 93 | 1 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 18 | 511311 | |
| 30 | 37 | < 0.1% |
| 31 | 6 | < 0.1% |
| 40 | 3 | < 0.1% |
| 44 | 2 | < 0.1% |
| 77 | 13 | < 0.1% |
| 82 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 123 | 59 | < 0.1% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 126 | 18 | < 0.1% |
| 125 | 4 | < 0.1% |
| 123 | 59 | |
| 96 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 77 | 13 | < 0.1% |
| 44 | 2 | < 0.1% |
| 40 | 3 | < 0.1% |
FREQ_TOP_PACK
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 MiB |
| 5.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5.0 |
|---|---|
| 2nd row | 5.0 |
| 3rd row | 5.0 |
| 4th row | 5.0 |
| 5th row | 5.0 |
Common Values
| Value | Count | Frequency (%) |
| 5.0 | 511457 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5.0 | 511457 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1022914 | |
| Other Punctuation | 511457 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 511457 | |
| 0 | 511457 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 511457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1534371 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1534371 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 511457 | |
| . | 511457 | |
| 0 | 511457 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 511457 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 511457 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 511457 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 285307 | |
| 0 | 226150 |
Interactions
Correlations
| ARPU_SEGMENT | CHURN | DATA_VOLUME | FREQUENCE | FREQUENCE_RECH | MONTANT | REGION | REGULARITY | REVENUE | TENURE | TOP_PACK | user_id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARPU_SEGMENT | 1.000 | 0.044 | 0.004 | 0.977 | 0.179 | 0.177 | 0.019 | -0.066 | 1.000 | -0.005 | -0.070 | -0.002 |
| CHURN | 0.044 | 1.000 | 0.031 | 0.046 | 0.059 | 0.058 | 0.258 | 0.335 | 0.044 | 0.045 | 0.011 | 0.001 |
| DATA_VOLUME | 0.004 | 0.031 | 1.000 | 0.005 | 0.007 | 0.006 | -0.010 | -0.014 | 0.004 | -0.004 | -0.020 | 0.001 |
| FREQUENCE | 0.977 | 0.046 | 0.005 | 1.000 | 0.177 | 0.167 | 0.019 | -0.062 | 0.977 | -0.005 | -0.068 | -0.002 |
| FREQUENCE_RECH | 0.179 | 0.059 | 0.007 | 0.177 | 1.000 | 0.976 | -0.013 | 0.002 | 0.179 | -0.004 | -0.065 | 0.002 |
| MONTANT | 0.177 | 0.058 | 0.006 | 0.167 | 0.976 | 1.000 | -0.009 | 0.003 | 0.177 | -0.003 | -0.065 | 0.002 |
| REGION | 0.019 | 0.258 | -0.010 | 0.019 | -0.013 | -0.009 | 1.000 | 0.125 | 0.019 | 0.017 | 0.006 | -0.000 |
| REGULARITY | -0.066 | 0.335 | -0.014 | -0.062 | 0.002 | 0.003 | 0.125 | 1.000 | -0.066 | 0.033 | 0.019 | 0.002 |
| REVENUE | 1.000 | 0.044 | 0.004 | 0.977 | 0.179 | 0.177 | 0.019 | -0.066 | 1.000 | -0.005 | -0.070 | -0.002 |
| TENURE | -0.005 | 0.045 | -0.004 | -0.005 | -0.004 | -0.003 | 0.017 | 0.033 | -0.005 | 1.000 | 0.002 | 0.002 |
| TOP_PACK | -0.070 | 0.011 | -0.020 | -0.068 | -0.065 | -0.065 | 0.006 | 0.019 | -0.070 | 0.002 | 1.000 | -0.001 |
| user_id | -0.002 | 0.001 | 0.001 | -0.002 | 0.002 | 0.002 | -0.000 | 0.002 | -0.002 | 0.002 | -0.001 | 1.000 |
Missing values
Sample
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 0 | 5 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 4 | 18 | 5.0 | 1 |
| 6 | 6 | 7 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 2 | 18 | 5.0 | 0 |
| 10 | 10 | 0 | 7 | 200.0 | 1.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 1 | 18 | 5.0 | 0 |
| 12 | 12 | 0 | 3 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 2 | 18 | 5.0 | 1 |
| 17 | 17 | 0 | 4 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 5 | 18 | 5.0 | 1 |
| 20 | 20 | 0 | 7 | 200.0 | 1.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 12 | 18 | 5.0 | 0 |
| 22 | 22 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 4 | 18 | 5.0 | 1 |
| 35 | 35 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 5 | 18 | 5.0 | 1 |
| 46 | 46 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 8 | 18 | 5.0 | 0 |
| 51 | 51 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 3 | 18 | 5.0 | 1 |
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2154024 | 2154024 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 2 | 18 | 5.0 | 0 |
| 2154027 | 2154027 | 12 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 1 | 18 | 5.0 | 1 |
| 2154028 | 2154028 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 8 | 18 | 5.0 | 0 |
| 2154029 | 2154029 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 2 | 18 | 5.0 | 1 |
| 2154032 | 2154032 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 1 | 18 | 5.0 | 0 |
| 2154033 | 2154033 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 6 | 18 | 5.0 | 1 |
| 2154034 | 2154034 | 0 | 4 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 4 | 18 | 5.0 | 1 |
| 2154041 | 2154041 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 1 | 18 | 5.0 | 0 |
| 2154043 | 2154043 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 6 | 18 | 5.0 | 0 |
| 2154045 | 2154045 | 0 | 7 | 3000.0 | 7.0 | 3000.0 | 1000.0 | 9.0 | 257.0 | 27.0 | 29.0 | 6.0 | 0 | 1 | 18 | 5.0 | 1 |